!pip install -r requirements.txt
Caro aluno(a) Leandro,
Chegou o momento de consolidar nosso conhecimento em Redes Profundas: 1.Realize os seguintes cursos do Kaggle:
a.Intro to Deep Learning; https://www.kaggle.com/learn/intro-to-deep-learning
b.Computer Vision; https://www.kaggle.com/learn/computer-vision
c.Machine Learning Explainability. https://www.kaggle.com/learn/machine-learning-explainability
2.Leia o artigo Review of deep learning: concepts, CNN architectures, challenges, applications, future directions(https://journalofbigdata.springeropen.com/articles/10.1186/s40537-021-00444-8)(Alzubaidi,L. 2021). Baseado no artigo, descreva os principais desafios e limitações de DL. Quais alternativas os autores dão aos problemas?
3.Cite 3 aplicações de algoritmos de Deep Learning. Uma delas tem que usar uma solução com CNN e uma delas tem que usar uma solução de RNNs. Explique a aplicação e os resultados obtidos. Não deixe de citar a fonte utilizada, sendo preferencialmente artigos.
4.Vamos fazer uma análise:
a.Utilize a base Animals-10- originalmente do Kaggle (5000 imagens de 10 animais diferentes), mas disponibilizada em uma versão menor aqui; https://drive.google.com/file/d/1LVGcJro5teH1LS7nZ8inOtxyZlYvkQCh/view
b.Utilizando um modelo pré-treinado ResNet-50 (presente no Tensorflow/Keras), e realize as extrações de características, fazendo a projeção das imagens no espaço característico (penúltima camada da ResNet-50);
c.Realize a clusterização dos vetores obtidos usando o algoritmo K-médias (K=10);
d.Mostre exemplos de imagens dos 10 clusters obtidos;
e.Os resultados foram satisfatórios? Justifique utilizando seus conhecimentos sobre avaliação de clusters;
das vezes correspondeu com o esperado que é f.Disponibilize os códigos, bem como o relatório final no Github;
g.O projeto deve estar na organização proposta pela TDSP (Microsoft).
5.Utilizando a biblioteca sklearn-llm (você necessitará de uma chave de acesso da openai), crie um classificador de sentimentos usando a classe ZeroShotGPTClassifier com o modelo gpt-3.5-turmo. (use o datasetget_classification_dataset, com os labels ["positive', "negative", "neutral"]). Apresente o código realizado.
Boa Sorte.
Assim que terminar, salve o seu arquivo PDF e poste no Moodle. Utilize o seu nome para nomear o arquivo, identificando também a disciplina no seguinte formato: “nomedoaluno_nomedadisciplina_pd.pdf”.
# Carregamento de bibliotecas necessárias para desenvolver o projeto.
import tensorflow as tf
from tensorflow import keras
import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
import sklearn
import random
import os
from tensorflow.keras.applications.resnet50 import ResNet50, preprocess_input
from tensorflow.keras.preprocessing import image
from sklearn.cluster import KMeans
from tqdm import tqdm
from os.path import join
'''Configura a GPU para funciona com o TensorFlow de forma que a GPU seja utilizada como
auxiliar do processador entrando aos poucos e otimizando o processamento'''
physical_devices = tf.config.list_physical_devices('GPU')
tf.config.experimental.set_memory_growth(physical_devices[0], True)
print("Mostrando o dispositivo de otimização de processamento:")
print()
print(physical_devices)
print("Número de GPU's : ", len(tf.config.list_physical_devices("GPU")))
Mostrando o dispositivo de otimização de processamento: [PhysicalDevice(name='/physical_device:GPU:0', device_type='GPU')] Número de GPU's : 1
# Carregamento da base de dados com as figuras de todos os 10 animais
base_dir = r'C:\BottCamp_Data Science\Rede Neurais Profundas( Deep Learning)\dados\animals10_small'
animais = ['butterfly','cat','chicken','cow','dogs','elephant','horse','sheep','spider','squirrel']
#Carregar o modelo ResNet-50 pré-treinado
model = ResNet50(weights='imagenet', include_top=False, pooling='avg')
# Pré processamento e a extração de características das imagens
features = []
for animal in animais:
animal_dir = os.path.join(base_dir, animal)
for img_file in os.listdir(animal_dir):
img_path = os.path.join(animal_dir, img_file)
img = image.load_img(img_path, target_size=(224, 224))
img_array = image.img_to_array(img)
img_array = np.expand_dims(img_array, axis=0)
img_array = preprocess_input(img_array)
features.append(model.predict(img_array).flatten())
#Transforma a lista de caracteristicas em arranjo numpy
features_array = np.array(features)
print(f'Características extraídas: {features_array.shape}')
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0s 22ms/step 1/1 [==============================] - 0s 21ms/step 1/1 [==============================] - 0s 40ms/step 1/1 [==============================] - 0s 29ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 23ms/step 1/1 [==============================] - 0s 32ms/step 1/1 [==============================] - 0s 33ms/step 1/1 [==============================] - 0s 24ms/step 1/1 [==============================] - 0s 28ms/step 1/1 [==============================] - 0s 27ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 38ms/step 1/1 [==============================] - 0s 27ms/step 1/1 [==============================] - 0s 28ms/step 1/1 [==============================] - 0s 29ms/step 1/1 [==============================] - 0s 28ms/step 1/1 [==============================] - 0s 31ms/step 1/1 [==============================] - 0s 25ms/step 1/1 [==============================] - 0s 28ms/step Características extraídas: (5000, 2048)
# Criar um objeto KMeans com k=10
kmeans = KMeans(n_clusters=10, random_state=42)
# Aplicar o algoritmo K-means nas características
kmeans.fit(features_array)
#predição do arranjo
predictions=kmeans.predict(features_array)
c:\BottCamp_Data Science\Rede Neurais Profundas( Deep Learning)\.deeplearning\lib\site-packages\sklearn\cluster\_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning warnings.warn(
#função para plotagem de figuras após a clusterização
def plotagem():
# Mostrar imagens de exemplo de cada cluster
for i in range(10):
print(f'Cluster {i}')
# Acessa o indice dapredição e faz escolha açeatória do indice para colher uma foto de um determinado cluster
indices = np.where(predictions==i)[0]
sample = np.random.choice(indices)
fig, axs = plt.subplots(1, 1, figsize=(10, 10))
img = plt.imread(join(base_dir, animais[sample//500], os.listdir(join(base_dir, animais[sample//500]))[sample%500]))
plt.imshow(img)
plt.show()
print("Impressão com 2 sequencias de imagens dos 10 clusters:")
print('''--------------------------------------------------------------------------------------------------------------
--------------------------------------------------------------------------------------------------------------
##############################################################################################################
**************************************************************************************************************''')
print(plotagem())
print("Segunda Sequencia de imagens dos 10 clusters:")
print('''++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++''')
print(plotagem())
Impressão com 2 sequencias de imagens dos 10 clusters: -------------------------------------------------------------------------------------------------------------- -------------------------------------------------------------------------------------------------------------- ############################################################################################################## ************************************************************************************************************** Cluster 0
Cluster 1
Cluster 2
Cluster 3
Cluster 4
Cluster 5
Cluster 6
Cluster 7
Cluster 8
Cluster 9
None Segunda Sequencia de imagens dos 10 clusters: ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ Cluster 0
Cluster 1
Cluster 2
Cluster 3
Cluster 4
Cluster 5
Cluster 6
Cluster 7
Cluster 8
Cluster 9
None